Point-Based Neural Radiance Field for Three Dimensional Scene Representation

2. The method of claim 1, wherein the neural point cloud comprises a plurality of neural points, wherein generating the neural point cloud comprises assigning, to each neural point of the plurality of neural points, a location, a confidence value representing a probability that the location is within a proximity to a surface of the object within the 3D scene, and a feature representing an appearance of the 3D scene at the location.

7. The method of claim 1, wherein view coordinates including a position within the 3D scene and a camera viewing angle define the view.